Furthermore, they show a counter-intuitive scaling Restrict: their reasoning hard work increases with challenge complexity approximately some extent, then declines Inspite of obtaining an ample token budget. By comparing LRMs with their typical LLM counterparts less than equivalent inference compute, we discover 3 performance regimes: (1) minimal-complexity responsibilities exactly https://www.youtube.com/watch?v=snr3is5MTiU